Multi-objective optimization of water quality, pumps operation, and storage sizing of water distribution systems

被引:98
|
作者
Kurek, Wojciech [1 ]
Ostfeld, Avi [2 ]
机构
[1] Gdansk Univ Technol, Dept Control Syst Engn, Fac Elect & Control Engn, Gdansk, Poland
[2] Technion Israel Inst Technol, Fac Civil & Environm Engn, IL-32000 Haifa, Israel
关键词
Design; Operation; Storage; Sizing; Multi-objective; Optimization; Water distribution systems; Water quality; GENETIC ALGORITHM; DISTRIBUTION NETWORKS; REMEDIATION SYSTEMS; MODEL CALIBRATION; OPTIMAL-DESIGN; MANAGEMENT;
D O I
10.1016/j.jenvman.2012.11.030
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A multi-objective methodology utilizing the Strength Pareto Evolutionary Algorithm (SPEA2) linked to EPANET for trading-off pumping costs, water quality, and tanks sizing of water distribution systems is developed and demonstrated. The model integrates variable speed pumps for modeling the pumps operation, two water quality objectives (one based on chlorine disinfectant concentrations and one on water age), and tanks sizing cost which are assumed to vary with location and diameter. The water distribution system is subject to extended period simulations, variable energy tariffs, Kirchhoffs laws 1 and 2 for continuity of flow and pressure, tanks water level closure constraints, and storage-reliability requirements. EPANET Example 3 is employed for demonstrating the methodology on two multi-objective models, which differ in the imposed water quality objective (i.e., either with disinfectant or water age considerations). Three-fold Pareto optimal fronts are presented. Sensitivity analysis on the storage-reliability constraint, its influence on pumping cost, water quality, and tank sizing are explored. The contribution of this study is in tailoring design (tank sizing), pumps operational costs, water quality of two types, and reliability through residual storage requirements, in a single multi-objective framework. The model was found to be stable in generating multi-objective three-fold Pareto fronts, while producing explainable engineering outcomes. The model can be used as a decision tool for both pumps operation, water quality, required storage for reliability considerations, and tank sizing decision-making. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:189 / 197
页数:9
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